Developers running large language models on M4 MacBooks struggle with sub‑optimal token throughput, often hitting 20 t/s even after disabling MTP. LlamaLift delivers a lightweight, plug‑in accelerator that boosts token rates to 30–50 t/s by applying custom quantization, kernel optimizations, and runtime profiling tailored for Apple Silicon.
These are very good!I'm hoping for speed improvements because the only problem running the 27B model on my Macbook pro (M4 Max) is the speed: 20 tokens per second. I benchmarked and MTP actually makes things slower, so I disabled MTP altogether. I'm hoping there will be some breakthroughs or optimizations that will allow me to run this at 30-50 tokens per second, which would make a big difference.
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